import pandas_profiling as pp
import seaborn as sn
import pandas as pd
data=sn.load_dataset('tips')
data
| total_bill | tip | sex | smoker | day | time | size | |
|---|---|---|---|---|---|---|---|
| 0 | 16.99 | 1.01 | Female | No | Sun | Dinner | 2 |
| 1 | 10.34 | 1.66 | Male | No | Sun | Dinner | 3 |
| 2 | 21.01 | 3.50 | Male | No | Sun | Dinner | 3 |
| 3 | 23.68 | 3.31 | Male | No | Sun | Dinner | 2 |
| 4 | 24.59 | 3.61 | Female | No | Sun | Dinner | 4 |
| ... | ... | ... | ... | ... | ... | ... | ... |
| 239 | 29.03 | 5.92 | Male | No | Sat | Dinner | 3 |
| 240 | 27.18 | 2.00 | Female | Yes | Sat | Dinner | 2 |
| 241 | 22.67 | 2.00 | Male | Yes | Sat | Dinner | 2 |
| 242 | 17.82 | 1.75 | Male | No | Sat | Dinner | 2 |
| 243 | 18.78 | 3.00 | Female | No | Thur | Dinner | 2 |
244 rows × 7 columns
pp.ProfileReport(data,explorative=True,dark_mode=True)
Summarize dataset: 0%| | 0/5 [00:00<?, ?it/s]
Generate report structure: 0%| | 0/1 [00:00<?, ?it/s]
Render HTML: 0%| | 0/1 [00:00<?, ?it/s]
!pip install dtale
Requirement already satisfied: dtale in c:\users\dell\anaconda3\lib\site-packages (3.10.0) Requirement already satisfied: seaborn in c:\users\dell\anaconda3\lib\site-packages (from dtale) (0.12.2) Requirement already satisfied: dash-colorscales in c:\users\dell\anaconda3\lib\site-packages (from dtale) (0.0.4) Requirement already satisfied: statsmodels in c:\users\dell\anaconda3\lib\site-packages (from dtale) (0.13.2) Requirement already satisfied: lz4 in c:\users\dell\anaconda3\lib\site-packages (from dtale) (3.1.3) Requirement already satisfied: six in c:\users\dell\anaconda3\lib\site-packages (from dtale) (1.16.0) Requirement already satisfied: cycler in c:\users\dell\anaconda3\lib\site-packages (from dtale) (0.11.0) Requirement already satisfied: plotly in c:\users\dell\anaconda3\lib\site-packages (from dtale) (5.9.0) Requirement already satisfied: itsdangerous in c:\users\dell\anaconda3\lib\site-packages (from dtale) (2.0.1) Requirement already satisfied: Flask-Compress in c:\users\dell\anaconda3\lib\site-packages (from dtale) (1.14) Requirement already satisfied: strsimpy in c:\users\dell\anaconda3\lib\site-packages (from dtale) (0.2.1) Requirement already satisfied: openpyxl!=3.2.0b1 in c:\users\dell\anaconda3\lib\site-packages (from dtale) (3.0.10) Requirement already satisfied: werkzeug in c:\users\dell\anaconda3\lib\site-packages (from dtale) (3.0.1) Requirement already satisfied: flask-ngrok in c:\users\dell\anaconda3\lib\site-packages (from dtale) (0.0.25) Requirement already satisfied: networkx in c:\users\dell\anaconda3\lib\site-packages (from dtale) (2.8.4) Requirement already satisfied: future>=0.14.0 in c:\users\dell\anaconda3\lib\site-packages (from dtale) (0.18.2) Requirement already satisfied: requests in c:\users\dell\anaconda3\lib\site-packages (from dtale) (2.28.1) Requirement already satisfied: scikit-learn in c:\users\dell\anaconda3\lib\site-packages (from dtale) (1.0.2) Requirement already satisfied: kaleido in c:\users\dell\anaconda3\lib\site-packages (from dtale) (0.2.1) Requirement already satisfied: scipy!=1.12.0rc1 in c:\users\dell\anaconda3\lib\site-packages (from dtale) (1.9.1) Requirement already satisfied: beautifulsoup4 in c:\users\dell\anaconda3\lib\site-packages (from dtale) (4.11.1) Requirement already satisfied: et-xmlfile in c:\users\dell\anaconda3\lib\site-packages (from dtale) (1.1.0) Requirement already satisfied: numpy in c:\users\dell\anaconda3\lib\site-packages (from dtale) (1.23.5) Requirement already satisfied: missingno in c:\users\dell\anaconda3\lib\site-packages (from dtale) (0.5.2) Requirement already satisfied: dash in c:\users\dell\anaconda3\lib\site-packages (from dtale) (2.15.0) Requirement already satisfied: dash-daq in c:\users\dell\anaconda3\lib\site-packages (from dtale) (0.5.0) Requirement already satisfied: matplotlib in c:\users\dell\anaconda3\lib\site-packages (from dtale) (3.5.2) Requirement already satisfied: dash-bootstrap-components<=1.3.1 in c:\users\dell\anaconda3\lib\site-packages (from dtale) (1.3.1) Requirement already satisfied: Flask<2.3 in c:\users\dell\anaconda3\lib\site-packages (from dtale) (2.2.5) Requirement already satisfied: pandas in c:\users\dell\anaconda3\lib\site-packages (from dtale) (1.4.4) Requirement already satisfied: certifi in c:\users\dell\anaconda3\lib\site-packages (from dtale) (2022.9.14) Requirement already satisfied: contourpy in c:\users\dell\anaconda3\lib\site-packages (from dtale) (1.2.0) Requirement already satisfied: xarray in c:\users\dell\anaconda3\lib\site-packages (from dtale) (0.20.1) Requirement already satisfied: squarify in c:\users\dell\anaconda3\lib\site-packages (from dtale) (0.4.3) Requirement already satisfied: xlrd in c:\users\dell\anaconda3\lib\site-packages (from dtale) (2.0.1) Requirement already satisfied: nest-asyncio in c:\users\dell\anaconda3\lib\site-packages (from dash->dtale) (1.5.5) Requirement already satisfied: typing-extensions>=4.1.1 in c:\users\dell\anaconda3\lib\site-packages (from dash->dtale) (4.8.0) Requirement already satisfied: retrying in c:\users\dell\anaconda3\lib\site-packages (from dash->dtale) (1.3.4) Requirement already satisfied: dash-table==5.0.0 in c:\users\dell\anaconda3\lib\site-packages (from dash->dtale) (5.0.0) Requirement already satisfied: dash-html-components==2.0.0 in c:\users\dell\anaconda3\lib\site-packages (from dash->dtale) (2.0.0) Requirement already satisfied: dash-core-components==2.0.0 in c:\users\dell\anaconda3\lib\site-packages (from dash->dtale) (2.0.0) Requirement already satisfied: setuptools in c:\users\dell\anaconda3\lib\site-packages (from dash->dtale) (63.4.1) Requirement already satisfied: importlib-metadata in c:\users\dell\anaconda3\lib\site-packages (from dash->dtale) (4.11.3) Requirement already satisfied: click>=8.0 in c:\users\dell\anaconda3\lib\site-packages (from Flask<2.3->dtale) (8.0.4) Requirement already satisfied: Jinja2>=3.0 in c:\users\dell\anaconda3\lib\site-packages (from Flask<2.3->dtale) (3.0.3) Requirement already satisfied: tenacity>=6.2.0 in c:\users\dell\anaconda3\lib\site-packages (from plotly->dtale) (8.0.1) Requirement already satisfied: MarkupSafe>=2.1.1 in c:\users\dell\anaconda3\lib\site-packages (from werkzeug->dtale) (2.1.5) Requirement already satisfied: soupsieve>1.2 in c:\users\dell\anaconda3\lib\site-packages (from beautifulsoup4->dtale) (2.3.1) Requirement already satisfied: brotli in c:\users\dell\anaconda3\lib\site-packages (from Flask-Compress->dtale) (1.1.0) Requirement already satisfied: pillow>=6.2.0 in c:\users\dell\anaconda3\lib\site-packages (from matplotlib->dtale) (9.2.0) Requirement already satisfied: kiwisolver>=1.0.1 in c:\users\dell\anaconda3\lib\site-packages (from matplotlib->dtale) (1.4.2) Requirement already satisfied: python-dateutil>=2.7 in c:\users\dell\anaconda3\lib\site-packages (from matplotlib->dtale) (2.8.2) Requirement already satisfied: pyparsing>=2.2.1 in c:\users\dell\anaconda3\lib\site-packages (from matplotlib->dtale) (3.0.9) Requirement already satisfied: fonttools>=4.22.0 in c:\users\dell\anaconda3\lib\site-packages (from matplotlib->dtale) (4.25.0) Requirement already satisfied: packaging>=20.0 in c:\users\dell\anaconda3\lib\site-packages (from matplotlib->dtale) (21.3) Requirement already satisfied: pytz>=2020.1 in c:\users\dell\anaconda3\lib\site-packages (from pandas->dtale) (2022.1) Requirement already satisfied: idna<4,>=2.5 in c:\users\dell\anaconda3\lib\site-packages (from requests->dtale) (3.3) Requirement already satisfied: urllib3<1.27,>=1.21.1 in c:\users\dell\anaconda3\lib\site-packages (from requests->dtale) (1.26.11) Requirement already satisfied: charset-normalizer<3,>=2 in c:\users\dell\anaconda3\lib\site-packages (from requests->dtale) (2.0.4) Requirement already satisfied: threadpoolctl>=2.0.0 in c:\users\dell\anaconda3\lib\site-packages (from scikit-learn->dtale) (2.2.0) Requirement already satisfied: joblib>=0.11 in c:\users\dell\anaconda3\lib\site-packages (from scikit-learn->dtale) (1.1.0) Requirement already satisfied: patsy>=0.5.2 in c:\users\dell\anaconda3\lib\site-packages (from statsmodels->dtale) (0.5.2) Requirement already satisfied: colorama in c:\users\dell\anaconda3\lib\site-packages (from click>=8.0->Flask<2.3->dtale) (0.4.5) Requirement already satisfied: zipp>=0.5 in c:\users\dell\anaconda3\lib\site-packages (from importlib-metadata->dash->dtale) (3.8.0)
import dtale as dt
dt.show(data)
C:\Users\Dell\anaconda3\lib\site-packages\dtale\views.py:798: FutureWarning: ['sex', 'smoker', 'day', 'time'] did not aggregate successfully. If any error is raised this will raise in a future version of pandas. Drop these columns/ops to avoid this warning.
!pip install sweetviz
Requirement already satisfied: sweetviz in c:\users\dell\anaconda3\lib\site-packages (2.3.1) Requirement already satisfied: jinja2>=2.11.1 in c:\users\dell\anaconda3\lib\site-packages (from sweetviz) (3.0.3) Requirement already satisfied: scipy>=1.3.2 in c:\users\dell\anaconda3\lib\site-packages (from sweetviz) (1.9.1) Requirement already satisfied: tqdm>=4.43.0 in c:\users\dell\anaconda3\lib\site-packages (from sweetviz) (4.64.1) Requirement already satisfied: numpy>=1.16.0 in c:\users\dell\anaconda3\lib\site-packages (from sweetviz) (1.23.5) Requirement already satisfied: importlib-resources>=1.2.0 in c:\users\dell\anaconda3\lib\site-packages (from sweetviz) (6.1.2) Requirement already satisfied: matplotlib>=3.1.3 in c:\users\dell\anaconda3\lib\site-packages (from sweetviz) (3.5.2) Requirement already satisfied: pandas!=1.0.0,!=1.0.1,!=1.0.2,>=0.25.3 in c:\users\dell\anaconda3\lib\site-packages (from sweetviz) (1.4.4) Requirement already satisfied: zipp>=3.1.0 in c:\users\dell\anaconda3\lib\site-packages (from importlib-resources>=1.2.0->sweetviz) (3.8.0) Requirement already satisfied: MarkupSafe>=2.0 in c:\users\dell\anaconda3\lib\site-packages (from jinja2>=2.11.1->sweetviz) (2.1.5) Requirement already satisfied: cycler>=0.10 in c:\users\dell\anaconda3\lib\site-packages (from matplotlib>=3.1.3->sweetviz) (0.11.0) Requirement already satisfied: fonttools>=4.22.0 in c:\users\dell\anaconda3\lib\site-packages (from matplotlib>=3.1.3->sweetviz) (4.25.0) Requirement already satisfied: kiwisolver>=1.0.1 in c:\users\dell\anaconda3\lib\site-packages (from matplotlib>=3.1.3->sweetviz) (1.4.2) Requirement already satisfied: pyparsing>=2.2.1 in c:\users\dell\anaconda3\lib\site-packages (from matplotlib>=3.1.3->sweetviz) (3.0.9) Requirement already satisfied: packaging>=20.0 in c:\users\dell\anaconda3\lib\site-packages (from matplotlib>=3.1.3->sweetviz) (21.3) Requirement already satisfied: python-dateutil>=2.7 in c:\users\dell\anaconda3\lib\site-packages (from matplotlib>=3.1.3->sweetviz) (2.8.2) Requirement already satisfied: pillow>=6.2.0 in c:\users\dell\anaconda3\lib\site-packages (from matplotlib>=3.1.3->sweetviz) (9.2.0) Requirement already satisfied: pytz>=2020.1 in c:\users\dell\anaconda3\lib\site-packages (from pandas!=1.0.0,!=1.0.1,!=1.0.2,>=0.25.3->sweetviz) (2022.1) Requirement already satisfied: colorama in c:\users\dell\anaconda3\lib\site-packages (from tqdm>=4.43.0->sweetviz) (0.4.5) Requirement already satisfied: six>=1.5 in c:\users\dell\anaconda3\lib\site-packages (from python-dateutil>=2.7->matplotlib>=3.1.3->sweetviz) (1.16.0)
import sweetviz as sv
viz=sv.analyze(data)
| | [ 0%] 00:00 ->…
viz.show_notebook()
!pip install dataprep
Requirement already satisfied: dataprep in c:\users\dell\anaconda3\lib\site-packages (0.4.5) Requirement already satisfied: flask_cors<4.0.0,>=3.0.10 in c:\users\dell\anaconda3\lib\site-packages (from dataprep) (3.0.10) Requirement already satisfied: aiohttp<4.0,>=3.6 in c:\users\dell\anaconda3\lib\site-packages (from dataprep) (3.9.3) Requirement already satisfied: jinja2<3.1,>=3.0 in c:\users\dell\anaconda3\lib\site-packages (from dataprep) (3.0.3) Requirement already satisfied: scipy<2.0,>=1.8 in c:\users\dell\anaconda3\lib\site-packages (from dataprep) (1.9.1) Requirement already satisfied: tqdm<5.0,>=4.48 in c:\users\dell\anaconda3\lib\site-packages (from dataprep) (4.64.1) Requirement already satisfied: jsonpath-ng<2.0,>=1.5 in c:\users\dell\anaconda3\lib\site-packages (from dataprep) (1.6.1) Requirement already satisfied: pandas<2.0,>=1.1 in c:\users\dell\anaconda3\lib\site-packages (from dataprep) (1.4.4) Requirement already satisfied: metaphone<0.7,>=0.6 in c:\users\dell\anaconda3\lib\site-packages (from dataprep) (0.6) Requirement already satisfied: numpy<2.0,>=1.21 in c:\users\dell\anaconda3\lib\site-packages (from dataprep) (1.23.5) Requirement already satisfied: varname<0.9.0,>=0.8.1 in c:\users\dell\anaconda3\lib\site-packages (from dataprep) (0.8.3) Requirement already satisfied: ipywidgets<8.0,>=7.5 in c:\users\dell\anaconda3\lib\site-packages (from dataprep) (7.6.5) Requirement already satisfied: rapidfuzz<3.0.0,>=2.1.2 in c:\users\dell\anaconda3\lib\site-packages (from dataprep) (2.15.2) Requirement already satisfied: wordcloud<2.0,>=1.8 in c:\users\dell\anaconda3\lib\site-packages (from dataprep) (1.9.3) Requirement already satisfied: python-crfsuite==0.9.8 in c:\users\dell\anaconda3\lib\site-packages (from dataprep) (0.9.8) Requirement already satisfied: python-stdnum<2.0,>=1.16 in c:\users\dell\anaconda3\lib\site-packages (from dataprep) (1.19) Requirement already satisfied: pydot<2.0.0,>=1.4.2 in c:\users\dell\anaconda3\lib\site-packages (from dataprep) (1.4.2) Requirement already satisfied: bokeh<3,>=2 in c:\users\dell\anaconda3\lib\site-packages (from dataprep) (2.4.3) Requirement already satisfied: dask[array,dataframe,delayed]>=2022.3.0 in c:\users\dell\anaconda3\lib\site-packages (from dataprep) (2022.7.0) Requirement already satisfied: sqlalchemy==1.3.24 in c:\users\dell\anaconda3\lib\site-packages (from dataprep) (1.3.24) Requirement already satisfied: pydantic<2.0,>=1.6 in c:\users\dell\anaconda3\lib\site-packages (from dataprep) (1.10.12) Requirement already satisfied: flask<3,>=2 in c:\users\dell\anaconda3\lib\site-packages (from dataprep) (2.2.5) Requirement already satisfied: nltk<4.0.0,>=3.6.7 in c:\users\dell\anaconda3\lib\site-packages (from dataprep) (3.7) Requirement already satisfied: regex<2022.0.0,>=2021.8.3 in c:\users\dell\anaconda3\lib\site-packages (from dataprep) (2021.11.10) Requirement already satisfied: yarl<2.0,>=1.0 in c:\users\dell\anaconda3\lib\site-packages (from aiohttp<4.0,>=3.6->dataprep) (1.9.4) Requirement already satisfied: async-timeout<5.0,>=4.0 in c:\users\dell\anaconda3\lib\site-packages (from aiohttp<4.0,>=3.6->dataprep) (4.0.3) Requirement already satisfied: multidict<7.0,>=4.5 in c:\users\dell\anaconda3\lib\site-packages (from aiohttp<4.0,>=3.6->dataprep) (6.0.5) Requirement already satisfied: attrs>=17.3.0 in c:\users\dell\anaconda3\lib\site-packages (from aiohttp<4.0,>=3.6->dataprep) (21.4.0) Requirement already satisfied: aiosignal>=1.1.2 in c:\users\dell\anaconda3\lib\site-packages (from aiohttp<4.0,>=3.6->dataprep) (1.3.1) Requirement already satisfied: frozenlist>=1.1.1 in c:\users\dell\anaconda3\lib\site-packages (from aiohttp<4.0,>=3.6->dataprep) (1.4.1) Requirement already satisfied: PyYAML>=3.10 in c:\users\dell\anaconda3\lib\site-packages (from bokeh<3,>=2->dataprep) (6.0) Requirement already satisfied: typing-extensions>=3.10.0 in c:\users\dell\anaconda3\lib\site-packages (from bokeh<3,>=2->dataprep) (4.8.0) Requirement already satisfied: pillow>=7.1.0 in c:\users\dell\anaconda3\lib\site-packages (from bokeh<3,>=2->dataprep) (9.2.0) Requirement already satisfied: packaging>=16.8 in c:\users\dell\anaconda3\lib\site-packages (from bokeh<3,>=2->dataprep) (21.3) Requirement already satisfied: tornado>=5.1 in c:\users\dell\anaconda3\lib\site-packages (from bokeh<3,>=2->dataprep) (6.1) Requirement already satisfied: fsspec>=0.6.0 in c:\users\dell\anaconda3\lib\site-packages (from dask[array,dataframe,delayed]>=2022.3.0->dataprep) (2022.7.1) Requirement already satisfied: toolz>=0.8.2 in c:\users\dell\anaconda3\lib\site-packages (from dask[array,dataframe,delayed]>=2022.3.0->dataprep) (0.11.2) Requirement already satisfied: cloudpickle>=1.1.1 in c:\users\dell\anaconda3\lib\site-packages (from dask[array,dataframe,delayed]>=2022.3.0->dataprep) (2.0.0) Requirement already satisfied: partd>=0.3.10 in c:\users\dell\anaconda3\lib\site-packages (from dask[array,dataframe,delayed]>=2022.3.0->dataprep) (1.2.0) Requirement already satisfied: click>=8.0 in c:\users\dell\anaconda3\lib\site-packages (from flask<3,>=2->dataprep) (8.0.4) Requirement already satisfied: importlib-metadata>=3.6.0 in c:\users\dell\anaconda3\lib\site-packages (from flask<3,>=2->dataprep) (4.11.3) Requirement already satisfied: Werkzeug>=2.2.2 in c:\users\dell\anaconda3\lib\site-packages (from flask<3,>=2->dataprep) (3.0.1) Requirement already satisfied: itsdangerous>=2.0 in c:\users\dell\anaconda3\lib\site-packages (from flask<3,>=2->dataprep) (2.0.1) Requirement already satisfied: Six in c:\users\dell\anaconda3\lib\site-packages (from flask_cors<4.0.0,>=3.0.10->dataprep) (1.16.0) Requirement already satisfied: ipykernel>=4.5.1 in c:\users\dell\anaconda3\lib\site-packages (from ipywidgets<8.0,>=7.5->dataprep) (6.15.2) Requirement already satisfied: jupyterlab-widgets>=1.0.0 in c:\users\dell\anaconda3\lib\site-packages (from ipywidgets<8.0,>=7.5->dataprep) (1.0.0) Requirement already satisfied: ipython>=4.0.0 in c:\users\dell\anaconda3\lib\site-packages (from ipywidgets<8.0,>=7.5->dataprep) (7.31.1) Requirement already satisfied: ipython-genutils~=0.2.0 in c:\users\dell\anaconda3\lib\site-packages (from ipywidgets<8.0,>=7.5->dataprep) (0.2.0) Requirement already satisfied: widgetsnbextension~=3.5.0 in c:\users\dell\anaconda3\lib\site-packages (from ipywidgets<8.0,>=7.5->dataprep) (3.5.2) Requirement already satisfied: nbformat>=4.2.0 in c:\users\dell\anaconda3\lib\site-packages (from ipywidgets<8.0,>=7.5->dataprep) (5.5.0) Requirement already satisfied: traitlets>=4.3.1 in c:\users\dell\anaconda3\lib\site-packages (from ipywidgets<8.0,>=7.5->dataprep) (5.1.1) Requirement already satisfied: MarkupSafe>=2.0 in c:\users\dell\anaconda3\lib\site-packages (from jinja2<3.1,>=3.0->dataprep) (2.1.5) Requirement already satisfied: ply in c:\users\dell\anaconda3\lib\site-packages (from jsonpath-ng<2.0,>=1.5->dataprep) (3.11) Requirement already satisfied: joblib in c:\users\dell\anaconda3\lib\site-packages (from nltk<4.0.0,>=3.6.7->dataprep) (1.1.0) Requirement already satisfied: python-dateutil>=2.8.1 in c:\users\dell\anaconda3\lib\site-packages (from pandas<2.0,>=1.1->dataprep) (2.8.2) Requirement already satisfied: pytz>=2020.1 in c:\users\dell\anaconda3\lib\site-packages (from pandas<2.0,>=1.1->dataprep) (2022.1) Requirement already satisfied: pyparsing>=2.1.4 in c:\users\dell\anaconda3\lib\site-packages (from pydot<2.0.0,>=1.4.2->dataprep) (3.0.9) Requirement already satisfied: colorama in c:\users\dell\anaconda3\lib\site-packages (from tqdm<5.0,>=4.48->dataprep) (0.4.5) Requirement already satisfied: pure_eval<1.0.0 in c:\users\dell\anaconda3\lib\site-packages (from varname<0.9.0,>=0.8.1->dataprep) (0.2.2) Requirement already satisfied: asttokens<3.0.0,>=2.0.0 in c:\users\dell\anaconda3\lib\site-packages (from varname<0.9.0,>=0.8.1->dataprep) (2.4.1) Requirement already satisfied: executing<0.9.0,>=0.8.3 in c:\users\dell\anaconda3\lib\site-packages (from varname<0.9.0,>=0.8.1->dataprep) (0.8.3) Requirement already satisfied: matplotlib in c:\users\dell\anaconda3\lib\site-packages (from wordcloud<2.0,>=1.8->dataprep) (3.5.2) Requirement already satisfied: zipp>=0.5 in c:\users\dell\anaconda3\lib\site-packages (from importlib-metadata>=3.6.0->flask<3,>=2->dataprep) (3.8.0) Requirement already satisfied: pyzmq>=17 in c:\users\dell\anaconda3\lib\site-packages (from ipykernel>=4.5.1->ipywidgets<8.0,>=7.5->dataprep) (23.2.0) Requirement already satisfied: nest-asyncio in c:\users\dell\anaconda3\lib\site-packages (from ipykernel>=4.5.1->ipywidgets<8.0,>=7.5->dataprep) (1.5.5) Requirement already satisfied: matplotlib-inline>=0.1 in c:\users\dell\anaconda3\lib\site-packages (from ipykernel>=4.5.1->ipywidgets<8.0,>=7.5->dataprep) (0.1.6) Requirement already satisfied: debugpy>=1.0 in c:\users\dell\anaconda3\lib\site-packages (from ipykernel>=4.5.1->ipywidgets<8.0,>=7.5->dataprep) (1.5.1) Requirement already satisfied: jupyter-client>=6.1.12 in c:\users\dell\anaconda3\lib\site-packages (from ipykernel>=4.5.1->ipywidgets<8.0,>=7.5->dataprep) (7.3.4) Requirement already satisfied: psutil in c:\users\dell\anaconda3\lib\site-packages (from ipykernel>=4.5.1->ipywidgets<8.0,>=7.5->dataprep) (5.9.0) Requirement already satisfied: backcall in c:\users\dell\anaconda3\lib\site-packages (from ipython>=4.0.0->ipywidgets<8.0,>=7.5->dataprep) (0.2.0) Requirement already satisfied: setuptools>=18.5 in c:\users\dell\anaconda3\lib\site-packages (from ipython>=4.0.0->ipywidgets<8.0,>=7.5->dataprep) (63.4.1) Requirement already satisfied: pickleshare in c:\users\dell\anaconda3\lib\site-packages (from ipython>=4.0.0->ipywidgets<8.0,>=7.5->dataprep) (0.7.5) Requirement already satisfied: decorator in c:\users\dell\anaconda3\lib\site-packages (from ipython>=4.0.0->ipywidgets<8.0,>=7.5->dataprep) (5.1.1) Requirement already satisfied: prompt-toolkit!=3.0.0,!=3.0.1,<3.1.0,>=2.0.0 in c:\users\dell\anaconda3\lib\site-packages (from ipython>=4.0.0->ipywidgets<8.0,>=7.5->dataprep) (3.0.20) Requirement already satisfied: jedi>=0.16 in c:\users\dell\anaconda3\lib\site-packages (from ipython>=4.0.0->ipywidgets<8.0,>=7.5->dataprep) (0.18.1) Requirement already satisfied: pygments in c:\users\dell\anaconda3\lib\site-packages (from ipython>=4.0.0->ipywidgets<8.0,>=7.5->dataprep) (2.11.2) Requirement already satisfied: fastjsonschema in c:\users\dell\anaconda3\lib\site-packages (from nbformat>=4.2.0->ipywidgets<8.0,>=7.5->dataprep) (2.16.2) Requirement already satisfied: jupyter_core in c:\users\dell\anaconda3\lib\site-packages (from nbformat>=4.2.0->ipywidgets<8.0,>=7.5->dataprep) (4.11.1) Requirement already satisfied: jsonschema>=2.6 in c:\users\dell\anaconda3\lib\site-packages (from nbformat>=4.2.0->ipywidgets<8.0,>=7.5->dataprep) (4.16.0) Requirement already satisfied: locket in c:\users\dell\anaconda3\lib\site-packages (from partd>=0.3.10->dask[array,dataframe,delayed]>=2022.3.0->dataprep) (1.0.0) Requirement already satisfied: notebook>=4.4.1 in c:\users\dell\anaconda3\lib\site-packages (from widgetsnbextension~=3.5.0->ipywidgets<8.0,>=7.5->dataprep) (6.4.12) Requirement already satisfied: idna>=2.0 in c:\users\dell\anaconda3\lib\site-packages (from yarl<2.0,>=1.0->aiohttp<4.0,>=3.6->dataprep) (3.3) Requirement already satisfied: cycler>=0.10 in c:\users\dell\anaconda3\lib\site-packages (from matplotlib->wordcloud<2.0,>=1.8->dataprep) (0.11.0) Requirement already satisfied: kiwisolver>=1.0.1 in c:\users\dell\anaconda3\lib\site-packages (from matplotlib->wordcloud<2.0,>=1.8->dataprep) (1.4.2) Requirement already satisfied: fonttools>=4.22.0 in c:\users\dell\anaconda3\lib\site-packages (from matplotlib->wordcloud<2.0,>=1.8->dataprep) (4.25.0) Requirement already satisfied: parso<0.9.0,>=0.8.0 in c:\users\dell\anaconda3\lib\site-packages (from jedi>=0.16->ipython>=4.0.0->ipywidgets<8.0,>=7.5->dataprep) (0.8.3) Requirement already satisfied: pyrsistent!=0.17.0,!=0.17.1,!=0.17.2,>=0.14.0 in c:\users\dell\anaconda3\lib\site-packages (from jsonschema>=2.6->nbformat>=4.2.0->ipywidgets<8.0,>=7.5->dataprep) (0.18.0) Requirement already satisfied: entrypoints in c:\users\dell\anaconda3\lib\site-packages (from jupyter-client>=6.1.12->ipykernel>=4.5.1->ipywidgets<8.0,>=7.5->dataprep) (0.4) Requirement already satisfied: pywin32>=1.0 in c:\users\dell\anaconda3\lib\site-packages (from jupyter_core->nbformat>=4.2.0->ipywidgets<8.0,>=7.5->dataprep) (302) Requirement already satisfied: prometheus-client in c:\users\dell\anaconda3\lib\site-packages (from notebook>=4.4.1->widgetsnbextension~=3.5.0->ipywidgets<8.0,>=7.5->dataprep) (0.14.1) Requirement already satisfied: terminado>=0.8.3 in c:\users\dell\anaconda3\lib\site-packages (from notebook>=4.4.1->widgetsnbextension~=3.5.0->ipywidgets<8.0,>=7.5->dataprep) (0.13.1) Requirement already satisfied: Send2Trash>=1.8.0 in c:\users\dell\anaconda3\lib\site-packages (from notebook>=4.4.1->widgetsnbextension~=3.5.0->ipywidgets<8.0,>=7.5->dataprep) (1.8.0) Requirement already satisfied: argon2-cffi in c:\users\dell\anaconda3\lib\site-packages (from notebook>=4.4.1->widgetsnbextension~=3.5.0->ipywidgets<8.0,>=7.5->dataprep) (21.3.0) Requirement already satisfied: nbconvert>=5 in c:\users\dell\anaconda3\lib\site-packages (from notebook>=4.4.1->widgetsnbextension~=3.5.0->ipywidgets<8.0,>=7.5->dataprep) (6.4.4) Requirement already satisfied: wcwidth in c:\users\dell\anaconda3\lib\site-packages (from prompt-toolkit!=3.0.0,!=3.0.1,<3.1.0,>=2.0.0->ipython>=4.0.0->ipywidgets<8.0,>=7.5->dataprep) (0.2.5) Requirement already satisfied: testpath in c:\users\dell\anaconda3\lib\site-packages (from nbconvert>=5->notebook>=4.4.1->widgetsnbextension~=3.5.0->ipywidgets<8.0,>=7.5->dataprep) (0.6.0) Requirement already satisfied: defusedxml in c:\users\dell\anaconda3\lib\site-packages (from nbconvert>=5->notebook>=4.4.1->widgetsnbextension~=3.5.0->ipywidgets<8.0,>=7.5->dataprep) (0.7.1) Requirement already satisfied: jupyterlab-pygments in c:\users\dell\anaconda3\lib\site-packages (from nbconvert>=5->notebook>=4.4.1->widgetsnbextension~=3.5.0->ipywidgets<8.0,>=7.5->dataprep) (0.1.2) Requirement already satisfied: nbclient<0.6.0,>=0.5.0 in c:\users\dell\anaconda3\lib\site-packages (from nbconvert>=5->notebook>=4.4.1->widgetsnbextension~=3.5.0->ipywidgets<8.0,>=7.5->dataprep) (0.5.13) Requirement already satisfied: beautifulsoup4 in c:\users\dell\anaconda3\lib\site-packages (from nbconvert>=5->notebook>=4.4.1->widgetsnbextension~=3.5.0->ipywidgets<8.0,>=7.5->dataprep) (4.11.1) Requirement already satisfied: pandocfilters>=1.4.1 in c:\users\dell\anaconda3\lib\site-packages (from nbconvert>=5->notebook>=4.4.1->widgetsnbextension~=3.5.0->ipywidgets<8.0,>=7.5->dataprep) (1.5.0) Requirement already satisfied: bleach in c:\users\dell\anaconda3\lib\site-packages (from nbconvert>=5->notebook>=4.4.1->widgetsnbextension~=3.5.0->ipywidgets<8.0,>=7.5->dataprep) (4.1.0) Requirement already satisfied: mistune<2,>=0.8.1 in c:\users\dell\anaconda3\lib\site-packages (from nbconvert>=5->notebook>=4.4.1->widgetsnbextension~=3.5.0->ipywidgets<8.0,>=7.5->dataprep) (0.8.4) Requirement already satisfied: pywinpty>=1.1.0 in c:\users\dell\anaconda3\lib\site-packages (from terminado>=0.8.3->notebook>=4.4.1->widgetsnbextension~=3.5.0->ipywidgets<8.0,>=7.5->dataprep) (2.0.2) Requirement already satisfied: argon2-cffi-bindings in c:\users\dell\anaconda3\lib\site-packages (from argon2-cffi->notebook>=4.4.1->widgetsnbextension~=3.5.0->ipywidgets<8.0,>=7.5->dataprep) (21.2.0) Requirement already satisfied: cffi>=1.0.1 in c:\users\dell\anaconda3\lib\site-packages (from argon2-cffi-bindings->argon2-cffi->notebook>=4.4.1->widgetsnbextension~=3.5.0->ipywidgets<8.0,>=7.5->dataprep) (1.15.1) Requirement already satisfied: soupsieve>1.2 in c:\users\dell\anaconda3\lib\site-packages (from beautifulsoup4->nbconvert>=5->notebook>=4.4.1->widgetsnbextension~=3.5.0->ipywidgets<8.0,>=7.5->dataprep) (2.3.1) Requirement already satisfied: webencodings in c:\users\dell\anaconda3\lib\site-packages (from bleach->nbconvert>=5->notebook>=4.4.1->widgetsnbextension~=3.5.0->ipywidgets<8.0,>=7.5->dataprep) (0.5.1) Requirement already satisfied: pycparser in c:\users\dell\anaconda3\lib\site-packages (from cffi>=1.0.1->argon2-cffi-bindings->argon2-cffi->notebook>=4.4.1->widgetsnbextension~=3.5.0->ipywidgets<8.0,>=7.5->dataprep) (2.21)
from dataprep.eda import create_report
create_report(data)
0%| | 0/884 [00:00<…
C:\Users\Dell\anaconda3\lib\site-packages\dask\core.py:119: RuntimeWarning: invalid value encountered in divide
| Number of Variables | 7 |
|---|---|
| Number of Rows | 244 |
| Missing Cells | 0 |
| Missing Cells (%) | 0.0% |
| Duplicate Rows | 1 |
| Duplicate Rows (%) | 0.4% |
| Total Size in Memory | 7.9 KB |
| Average Row Size in Memory | 33.1 B |
| Variable Types |
|
| tip is skewed | Skewed |
|---|---|
| size has constant length 1 | Constant Length |
numerical
| Approximate Distinct Count | 229 |
|---|---|
| Approximate Unique (%) | 93.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 3.8 KB |
| Mean | 19.7859 |
| Minimum | 3.07 |
| Maximum | 50.81 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negatives | 0 |
| Negatives (%) | 0.0% |
| Minimum | 3.07 |
|---|---|
| 5-th Percentile | 9.5575 |
| Q1 | 13.3475 |
| Median | 17.795 |
| Q3 | 24.1275 |
| 95-th Percentile | 38.061 |
| Maximum | 50.81 |
| Range | 47.74 |
| IQR | 10.78 |
| Mean | 19.7859 |
|---|---|
| Standard Deviation | 8.9024 |
| Variance | 79.2529 |
| Sum | 4827.77 |
| Skewness | 1.1262 |
| Kurtosis | 1.1692 |
| Coefficient of Variation | 0.4499 |
numerical
| Approximate Distinct Count | 123 |
|---|---|
| Approximate Unique (%) | 50.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 3.8 KB |
| Mean | 2.9983 |
| Minimum | 1 |
| Maximum | 10 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negatives | 0 |
| Negatives (%) | 0.0% |
| Minimum | 1 |
|---|---|
| 5-th Percentile | 1.44 |
| Q1 | 2 |
| Median | 2.9 |
| Q3 | 3.5625 |
| 95-th Percentile | 5.1955 |
| Maximum | 10 |
| Range | 9 |
| IQR | 1.5625 |
| Mean | 2.9983 |
|---|---|
| Standard Deviation | 1.3836 |
| Variance | 1.9145 |
| Sum | 731.58 |
| Skewness | 1.4564 |
| Kurtosis | 3.5496 |
| Coefficient of Variation | 0.4615 |
categorical
| Approximate Distinct Count | 2 |
|---|---|
| Approximate Unique (%) | 0.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory Size | 2.4 KB |
| Mean | 4.7131 |
|---|---|
| Standard Deviation | 0.9599 |
| Median | 4 |
| Minimum | 4 |
| Maximum | 6 |
| 1st row | Female |
|---|---|
| 2nd row | Male |
| 3rd row | Male |
| 4th row | Male |
| 5th row | Female |
| Count | 1150 |
|---|---|
| Lowercase Letter | 906 |
| Space Separator | 0 |
| Uppercase Letter | 244 |
| Dash Punctuation | 0 |
| Decimal Number | 0 |
categorical
| Approximate Distinct Count | 2 |
|---|---|
| Approximate Unique (%) | 0.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory Size | 2.4 KB |
| Mean | 2.3811 |
|---|---|
| Standard Deviation | 0.4867 |
| Median | 2 |
| Minimum | 2 |
| Maximum | 3 |
| 1st row | No |
|---|---|
| 2nd row | No |
| 3rd row | No |
| 4th row | No |
| 5th row | No |
| Count | 581 |
|---|---|
| Lowercase Letter | 337 |
| Space Separator | 0 |
| Uppercase Letter | 244 |
| Dash Punctuation | 0 |
| Decimal Number | 0 |
categorical
| Approximate Distinct Count | 4 |
|---|---|
| Approximate Unique (%) | 1.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory Size | 2.5 KB |
| Mean | 3.2541 |
|---|---|
| Standard Deviation | 0.4362 |
| Median | 3 |
| Minimum | 3 |
| Maximum | 4 |
| 1st row | Sun |
|---|---|
| 2nd row | Sun |
| 3rd row | Sun |
| 4th row | Sun |
| 5th row | Sun |
| Count | 794 |
|---|---|
| Lowercase Letter | 550 |
| Space Separator | 0 |
| Uppercase Letter | 244 |
| Dash Punctuation | 0 |
| Decimal Number | 0 |
categorical
| Approximate Distinct Count | 2 |
|---|---|
| Approximate Unique (%) | 0.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory Size | 2.4 KB |
| Mean | 5.7213 |
|---|---|
| Standard Deviation | 0.4493 |
| Median | 6 |
| Minimum | 5 |
| Maximum | 6 |
| 1st row | Dinner |
|---|---|
| 2nd row | Dinner |
| 3rd row | Dinner |
| 4th row | Dinner |
| 5th row | Dinner |
| Count | 1396 |
|---|---|
| Lowercase Letter | 1152 |
| Space Separator | 0 |
| Uppercase Letter | 244 |
| Dash Punctuation | 0 |
| Decimal Number | 0 |
categorical
| Approximate Distinct Count | 6 |
|---|---|
| Approximate Unique (%) | 2.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory Size | 15.7 KB |
| Mean | 1 |
|---|---|
| Standard Deviation | 0 |
| Median | 1 |
| Minimum | 1 |
| Maximum | 1 |
| 1st row | 2 |
|---|---|
| 2nd row | 3 |
| 3rd row | 3 |
| 4th row | 2 |
| 5th row | 4 |
| Count | 0 |
|---|---|
| Lowercase Letter | 0 |
| Space Separator | 0 |
| Uppercase Letter | 0 |
| Dash Punctuation | 0 |
| Decimal Number | 244 |
!pip install pandas_visual_analysis
Requirement already satisfied: pandas_visual_analysis in c:\users\dell\anaconda3\lib\site-packages (0.0.4) Requirement already satisfied: ipywidgets>=7.5.1 in c:\users\dell\anaconda3\lib\site-packages (from pandas_visual_analysis) (7.6.5) Requirement already satisfied: pandas>=1.1.0 in c:\users\dell\anaconda3\lib\site-packages (from pandas_visual_analysis) (1.4.4) Requirement already satisfied: plotly>=4.10.0 in c:\users\dell\anaconda3\lib\site-packages (from pandas_visual_analysis) (5.9.0) Requirement already satisfied: blinker>=1.4 in c:\users\dell\anaconda3\lib\site-packages (from pandas_visual_analysis) (1.7.0) Requirement already satisfied: numpy>=1.19.1 in c:\users\dell\anaconda3\lib\site-packages (from pandas_visual_analysis) (1.23.5) Requirement already satisfied: setuptools>=49.2.0 in c:\users\dell\anaconda3\lib\site-packages (from pandas_visual_analysis) (63.4.1) Requirement already satisfied: traitlets>=4.3.1 in c:\users\dell\anaconda3\lib\site-packages (from ipywidgets>=7.5.1->pandas_visual_analysis) (5.1.1) Requirement already satisfied: widgetsnbextension~=3.5.0 in c:\users\dell\anaconda3\lib\site-packages (from ipywidgets>=7.5.1->pandas_visual_analysis) (3.5.2) Requirement already satisfied: ipykernel>=4.5.1 in c:\users\dell\anaconda3\lib\site-packages (from ipywidgets>=7.5.1->pandas_visual_analysis) (6.15.2) Requirement already satisfied: jupyterlab-widgets>=1.0.0 in c:\users\dell\anaconda3\lib\site-packages (from ipywidgets>=7.5.1->pandas_visual_analysis) (1.0.0) Requirement already satisfied: ipython>=4.0.0 in c:\users\dell\anaconda3\lib\site-packages (from ipywidgets>=7.5.1->pandas_visual_analysis) (7.31.1) Requirement already satisfied: ipython-genutils~=0.2.0 in c:\users\dell\anaconda3\lib\site-packages (from ipywidgets>=7.5.1->pandas_visual_analysis) (0.2.0) Requirement already satisfied: nbformat>=4.2.0 in c:\users\dell\anaconda3\lib\site-packages (from ipywidgets>=7.5.1->pandas_visual_analysis) (5.5.0) Requirement already satisfied: pytz>=2020.1 in c:\users\dell\anaconda3\lib\site-packages (from pandas>=1.1.0->pandas_visual_analysis) (2022.1) Requirement already satisfied: python-dateutil>=2.8.1 in c:\users\dell\anaconda3\lib\site-packages (from pandas>=1.1.0->pandas_visual_analysis) (2.8.2) Requirement already satisfied: tenacity>=6.2.0 in c:\users\dell\anaconda3\lib\site-packages (from plotly>=4.10.0->pandas_visual_analysis) (8.0.1) Requirement already satisfied: debugpy>=1.0 in c:\users\dell\anaconda3\lib\site-packages (from ipykernel>=4.5.1->ipywidgets>=7.5.1->pandas_visual_analysis) (1.5.1) Requirement already satisfied: packaging in c:\users\dell\anaconda3\lib\site-packages (from ipykernel>=4.5.1->ipywidgets>=7.5.1->pandas_visual_analysis) (21.3) Requirement already satisfied: matplotlib-inline>=0.1 in c:\users\dell\anaconda3\lib\site-packages (from ipykernel>=4.5.1->ipywidgets>=7.5.1->pandas_visual_analysis) (0.1.6) Requirement already satisfied: pyzmq>=17 in c:\users\dell\anaconda3\lib\site-packages (from ipykernel>=4.5.1->ipywidgets>=7.5.1->pandas_visual_analysis) (23.2.0) Requirement already satisfied: psutil in c:\users\dell\anaconda3\lib\site-packages (from ipykernel>=4.5.1->ipywidgets>=7.5.1->pandas_visual_analysis) (5.9.0) Requirement already satisfied: nest-asyncio in c:\users\dell\anaconda3\lib\site-packages (from ipykernel>=4.5.1->ipywidgets>=7.5.1->pandas_visual_analysis) (1.5.5) Requirement already satisfied: tornado>=6.1 in c:\users\dell\anaconda3\lib\site-packages (from ipykernel>=4.5.1->ipywidgets>=7.5.1->pandas_visual_analysis) (6.1) Requirement already satisfied: jupyter-client>=6.1.12 in c:\users\dell\anaconda3\lib\site-packages (from ipykernel>=4.5.1->ipywidgets>=7.5.1->pandas_visual_analysis) (7.3.4) Requirement already satisfied: backcall in c:\users\dell\anaconda3\lib\site-packages (from ipython>=4.0.0->ipywidgets>=7.5.1->pandas_visual_analysis) (0.2.0) Requirement already satisfied: prompt-toolkit!=3.0.0,!=3.0.1,<3.1.0,>=2.0.0 in c:\users\dell\anaconda3\lib\site-packages (from ipython>=4.0.0->ipywidgets>=7.5.1->pandas_visual_analysis) (3.0.20) Requirement already satisfied: decorator in c:\users\dell\anaconda3\lib\site-packages (from ipython>=4.0.0->ipywidgets>=7.5.1->pandas_visual_analysis) (5.1.1) Requirement already satisfied: pygments in c:\users\dell\anaconda3\lib\site-packages (from ipython>=4.0.0->ipywidgets>=7.5.1->pandas_visual_analysis) (2.11.2) Requirement already satisfied: pickleshare in c:\users\dell\anaconda3\lib\site-packages (from ipython>=4.0.0->ipywidgets>=7.5.1->pandas_visual_analysis) (0.7.5) Requirement already satisfied: colorama in c:\users\dell\anaconda3\lib\site-packages (from ipython>=4.0.0->ipywidgets>=7.5.1->pandas_visual_analysis) (0.4.5) Requirement already satisfied: jedi>=0.16 in c:\users\dell\anaconda3\lib\site-packages (from ipython>=4.0.0->ipywidgets>=7.5.1->pandas_visual_analysis) (0.18.1) Requirement already satisfied: jsonschema>=2.6 in c:\users\dell\anaconda3\lib\site-packages (from nbformat>=4.2.0->ipywidgets>=7.5.1->pandas_visual_analysis) (4.16.0) Requirement already satisfied: fastjsonschema in c:\users\dell\anaconda3\lib\site-packages (from nbformat>=4.2.0->ipywidgets>=7.5.1->pandas_visual_analysis) (2.16.2) Requirement already satisfied: jupyter_core in c:\users\dell\anaconda3\lib\site-packages (from nbformat>=4.2.0->ipywidgets>=7.5.1->pandas_visual_analysis) (4.11.1) Requirement already satisfied: six>=1.5 in c:\users\dell\anaconda3\lib\site-packages (from python-dateutil>=2.8.1->pandas>=1.1.0->pandas_visual_analysis) (1.16.0) Requirement already satisfied: notebook>=4.4.1 in c:\users\dell\anaconda3\lib\site-packages (from widgetsnbextension~=3.5.0->ipywidgets>=7.5.1->pandas_visual_analysis) (6.4.12) Requirement already satisfied: parso<0.9.0,>=0.8.0 in c:\users\dell\anaconda3\lib\site-packages (from jedi>=0.16->ipython>=4.0.0->ipywidgets>=7.5.1->pandas_visual_analysis) (0.8.3) Requirement already satisfied: attrs>=17.4.0 in c:\users\dell\anaconda3\lib\site-packages (from jsonschema>=2.6->nbformat>=4.2.0->ipywidgets>=7.5.1->pandas_visual_analysis) (21.4.0) Requirement already satisfied: pyrsistent!=0.17.0,!=0.17.1,!=0.17.2,>=0.14.0 in c:\users\dell\anaconda3\lib\site-packages (from jsonschema>=2.6->nbformat>=4.2.0->ipywidgets>=7.5.1->pandas_visual_analysis) (0.18.0) Requirement already satisfied: entrypoints in c:\users\dell\anaconda3\lib\site-packages (from jupyter-client>=6.1.12->ipykernel>=4.5.1->ipywidgets>=7.5.1->pandas_visual_analysis) (0.4) Requirement already satisfied: pywin32>=1.0 in c:\users\dell\anaconda3\lib\site-packages (from jupyter_core->nbformat>=4.2.0->ipywidgets>=7.5.1->pandas_visual_analysis) (302) Requirement already satisfied: argon2-cffi in c:\users\dell\anaconda3\lib\site-packages (from notebook>=4.4.1->widgetsnbextension~=3.5.0->ipywidgets>=7.5.1->pandas_visual_analysis) (21.3.0) Requirement already satisfied: jinja2 in c:\users\dell\anaconda3\lib\site-packages (from notebook>=4.4.1->widgetsnbextension~=3.5.0->ipywidgets>=7.5.1->pandas_visual_analysis) (3.0.3) Requirement already satisfied: Send2Trash>=1.8.0 in c:\users\dell\anaconda3\lib\site-packages (from notebook>=4.4.1->widgetsnbextension~=3.5.0->ipywidgets>=7.5.1->pandas_visual_analysis) (1.8.0) Requirement already satisfied: terminado>=0.8.3 in c:\users\dell\anaconda3\lib\site-packages (from notebook>=4.4.1->widgetsnbextension~=3.5.0->ipywidgets>=7.5.1->pandas_visual_analysis) (0.13.1) Requirement already satisfied: nbconvert>=5 in c:\users\dell\anaconda3\lib\site-packages (from notebook>=4.4.1->widgetsnbextension~=3.5.0->ipywidgets>=7.5.1->pandas_visual_analysis) (6.4.4) Requirement already satisfied: prometheus-client in c:\users\dell\anaconda3\lib\site-packages (from notebook>=4.4.1->widgetsnbextension~=3.5.0->ipywidgets>=7.5.1->pandas_visual_analysis) (0.14.1) Requirement already satisfied: wcwidth in c:\users\dell\anaconda3\lib\site-packages (from prompt-toolkit!=3.0.0,!=3.0.1,<3.1.0,>=2.0.0->ipython>=4.0.0->ipywidgets>=7.5.1->pandas_visual_analysis) (0.2.5) Requirement already satisfied: pyparsing!=3.0.5,>=2.0.2 in c:\users\dell\anaconda3\lib\site-packages (from packaging->ipykernel>=4.5.1->ipywidgets>=7.5.1->pandas_visual_analysis) (3.0.9) Requirement already satisfied: nbclient<0.6.0,>=0.5.0 in c:\users\dell\anaconda3\lib\site-packages (from nbconvert>=5->notebook>=4.4.1->widgetsnbextension~=3.5.0->ipywidgets>=7.5.1->pandas_visual_analysis) (0.5.13) Requirement already satisfied: bleach in c:\users\dell\anaconda3\lib\site-packages (from nbconvert>=5->notebook>=4.4.1->widgetsnbextension~=3.5.0->ipywidgets>=7.5.1->pandas_visual_analysis) (4.1.0) Requirement already satisfied: pandocfilters>=1.4.1 in c:\users\dell\anaconda3\lib\site-packages (from nbconvert>=5->notebook>=4.4.1->widgetsnbextension~=3.5.0->ipywidgets>=7.5.1->pandas_visual_analysis) (1.5.0) Requirement already satisfied: beautifulsoup4 in c:\users\dell\anaconda3\lib\site-packages (from nbconvert>=5->notebook>=4.4.1->widgetsnbextension~=3.5.0->ipywidgets>=7.5.1->pandas_visual_analysis) (4.11.1) Requirement already satisfied: testpath in c:\users\dell\anaconda3\lib\site-packages (from nbconvert>=5->notebook>=4.4.1->widgetsnbextension~=3.5.0->ipywidgets>=7.5.1->pandas_visual_analysis) (0.6.0) Requirement already satisfied: defusedxml in c:\users\dell\anaconda3\lib\site-packages (from nbconvert>=5->notebook>=4.4.1->widgetsnbextension~=3.5.0->ipywidgets>=7.5.1->pandas_visual_analysis) (0.7.1) Requirement already satisfied: mistune<2,>=0.8.1 in c:\users\dell\anaconda3\lib\site-packages (from nbconvert>=5->notebook>=4.4.1->widgetsnbextension~=3.5.0->ipywidgets>=7.5.1->pandas_visual_analysis) (0.8.4) Requirement already satisfied: jupyterlab-pygments in c:\users\dell\anaconda3\lib\site-packages (from nbconvert>=5->notebook>=4.4.1->widgetsnbextension~=3.5.0->ipywidgets>=7.5.1->pandas_visual_analysis) (0.1.2) Requirement already satisfied: MarkupSafe>=2.0 in c:\users\dell\anaconda3\lib\site-packages (from jinja2->notebook>=4.4.1->widgetsnbextension~=3.5.0->ipywidgets>=7.5.1->pandas_visual_analysis) (2.1.5) Requirement already satisfied: pywinpty>=1.1.0 in c:\users\dell\anaconda3\lib\site-packages (from terminado>=0.8.3->notebook>=4.4.1->widgetsnbextension~=3.5.0->ipywidgets>=7.5.1->pandas_visual_analysis) (2.0.2) Requirement already satisfied: argon2-cffi-bindings in c:\users\dell\anaconda3\lib\site-packages (from argon2-cffi->notebook>=4.4.1->widgetsnbextension~=3.5.0->ipywidgets>=7.5.1->pandas_visual_analysis) (21.2.0) Requirement already satisfied: cffi>=1.0.1 in c:\users\dell\anaconda3\lib\site-packages (from argon2-cffi-bindings->argon2-cffi->notebook>=4.4.1->widgetsnbextension~=3.5.0->ipywidgets>=7.5.1->pandas_visual_analysis) (1.15.1) Requirement already satisfied: soupsieve>1.2 in c:\users\dell\anaconda3\lib\site-packages (from beautifulsoup4->nbconvert>=5->notebook>=4.4.1->widgetsnbextension~=3.5.0->ipywidgets>=7.5.1->pandas_visual_analysis) (2.3.1) Requirement already satisfied: webencodings in c:\users\dell\anaconda3\lib\site-packages (from bleach->nbconvert>=5->notebook>=4.4.1->widgetsnbextension~=3.5.0->ipywidgets>=7.5.1->pandas_visual_analysis) (0.5.1) Requirement already satisfied: pycparser in c:\users\dell\anaconda3\lib\site-packages (from cffi>=1.0.1->argon2-cffi-bindings->argon2-cffi->notebook>=4.4.1->widgetsnbextension~=3.5.0->ipywidgets>=7.5.1->pandas_visual_analysis) (2.21)
from pandas_visual_analysis import VisualAnalysis
VisualAnalysis(data=data)
VBox(children=(ToggleButtons(_dom_classes=('layout-8f8dc0e1850d43108fd868e59a19e538',), description='Selection…